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heller-krippendorf danica - multivariate data analysis for root cause analyses and time-of-flight secondary ion mass spectrometry

Multivariate Data Analysis for Root Cause Analyses and Time-of-Flight Secondary Ion Mass Spectrometry




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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 11/2019
Edizione: 1st ed. 2019





Trama

Danica Heller-Krippendorf develops concepts and approaches optimizing the applicability of MVA on data sets from an industrial context. They enable more time-efficient MVA of the respective ToF-SIMS data. Priority is given to two main aspects by the author: First, the focus is on strategies for a more time-efficient collection of the input data. This includes the optimal selection of the number of replicate measurements, the selection of input data and guidelines for the selection appropriate data preprocessing methods. Second, strategies for more efficient analysis of MVA results are presented.

About the Author:

Danica Heller-Krippendorf did her research and dissertation at the University of Siegen, Germany, in collaboration with a German analytical service company. Now she is engineer in analytics at a DAX company.





Sommario

Advantages of Correlation Loadings for MVA of ToF-SIMS Spectra.- Required Number of Replicate Measurements in an Industrial Context.- Selection of Suitable Data Pre-processing in Root Cause Analysis Including the Selection of an Efficient Peak List, Scaling, Normalization and Centering.- New Presentation of PCA Results in Order to Simplify Data Analysis.




Autore

Danica Heller-Krippendorf did her research and dissertation at the University of Siegen, Germany, in collaboration with a German analytical service company. Now she is engineer in analytics at a DAX company.










Altre Informazioni

ISBN:

9783658285012

Condizione: Nuovo
Dimensioni: 210 x 148 mm
Formato: Brossura
Illustration Notes:XIX, 195 p. 66 illus., 6 illus. in color.
Pagine Arabe: 195
Pagine Romane: xix


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